{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:24:38.604586Z",
     "start_time": "2018-09-06T13:24:35.269002Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib as mpl \n",
    "%matplotlib inline\n",
    "import pickle\n",
    "import tensorflow as tf\n",
    "import random as rn\n",
    "import os\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "os.environ['PYTHONHASHSEED'] = '0'\n",
    "np.random.seed(42)\n",
    "rn.seed(12345)\n",
    "tf.set_random_seed(1234)\n",
    "\n",
    "# 设置中文编码和负号的正常显示\n",
    "plt.rcParams['font.sans-serif'] = 'simhei'\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "Path = 'D:\\\\APViaML'\n",
    "pd.set_option('display.max_columns', 50)\n",
    "pd.set_option('display.max_rows', 100)\n",
    "pd.set_option('display.float_format', lambda x: '%.3f' % x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:24:38.628650Z",
     "start_time": "2018-09-06T13:24:38.618623Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_char_importance_data(model_name):\n",
    "    file = open(Path + '\\\\output\\\\data\\\\'+ model_name+'char_importance.pkl', 'rb')\n",
    "    raw_data = pickle.load(file)\n",
    "    file.close()\n",
    "    return raw_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:26:26.718407Z",
     "start_time": "2018-09-06T13:26:26.711388Z"
    }
   },
   "outputs": [],
   "source": [
    "model_list1 = ['ENet','RF','GBRT','NN1','NN2','NN3']\n",
    "for x in model_list1:\n",
    "    model_name = str(x)\n",
    "    locals()[x] = get_char_importance_data(model_name)\n",
    "    locals()[x] = np.array(locals()[x][1:])* -1\n",
    "    locals()[x] = locals()[x].reshape(-1,1)\n",
    "    scaler = MinMaxScaler()\n",
    "    locals()[x] = scaler.fit_transform(locals()[x])\n",
    "    locals()[x] = locals()[x]/np.sum(locals()[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:27:11.927959Z",
     "start_time": "2018-09-06T13:27:11.879830Z"
    }
   },
   "outputs": [],
   "source": [
    "X_factor_microlist = pd.read_excel(Path + '\\\\data\\\\List.xlsx',sheet_name='Charac')\n",
    "X_factor_microlist = X_factor_microlist['Acronym']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:27:12.577124Z",
     "start_time": "2018-09-06T13:27:12.574116Z"
    }
   },
   "outputs": [],
   "source": [
    "X_factor_micro_vip = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:27:13.109440Z",
     "start_time": "2018-09-06T13:27:13.105430Z"
    }
   },
   "outputs": [],
   "source": [
    "X_factor_micro_vip['name'] =  X_factor_microlist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:27:13.648703Z",
     "start_time": "2018-09-06T13:27:13.645195Z"
    }
   },
   "outputs": [],
   "source": [
    "X_factor_micro_vip.set_index('name', inplace=True, drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:33:02.469793Z",
     "start_time": "2018-09-06T13:33:02.463778Z"
    }
   },
   "outputs": [],
   "source": [
    "for x in model_list1:\n",
    "    model_name = str(x)\n",
    "    X_factor_micro_vip[model_name] = locals()[x]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 4: Variable Importance By model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:33:12.854146Z",
     "start_time": "2018-09-06T13:33:12.849133Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_figure4(model_name,X_factor_micro_vip=X_factor_micro_vip,):\n",
    "    model_name  = str(model_name)\n",
    "    X_factor_micro_vip.sort_values(model_name,inplace=True,ascending=False)\n",
    "    Y_20 = list(X_factor_micro_vip.index.values)\n",
    "    Y_20 = Y_20[:20]\n",
    "    X_20 = list(X_factor_micro_vip[model_name])\n",
    "    X_20 = X_20[:20]\n",
    "    plt.rcdefaults()\n",
    "    fig = plt.figure(figsize=(16,9))\n",
    "    ax = fig.add_subplot(111)\n",
    "    # Example data\n",
    "    ax.barh(Y_20, X_20,  align='center',\n",
    "            color='purple')\n",
    "    #ax.set_yticks(Y_20)\n",
    "    ax.set_yticklabels(Y_20)\n",
    "    ax.invert_yaxis() \n",
    "    ax.set_title(model_name)\n",
    "    plt.grid(True,ls='--', which='major', axis='x')\n",
    "    ax = plt.gca()\n",
    "    ax.spines['top'].set_visible(False) #去掉上边框\n",
    "    ax.spines['right'].set_visible(False) #去掉右边框\n",
    "    plt.savefig(Path + '\\\\output\\\\figure\\\\fig4'+ model_name+'.jpg',bbox_inches = 'tight')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:33:17.082812Z",
     "start_time": "2018-09-06T13:33:13.978634Z"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x in model_list1:\n",
    "    get_figure4(model_name=x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:34:17.499064Z",
     "start_time": "2018-09-06T13:34:17.410819Z"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-06T13:40:40.563990Z",
     "start_time": "2018-09-06T13:40:38.558754Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cmap = sns.cubehelix_palette(start = 1.5, rot = 3, gamma=0.8, as_cmap = True)\n",
    "f, ax = plt.subplots(figsize=(10, 16))\n",
    "cmap = sns.light_palette('purple',as_cmap=True)\n",
    "ax = sns.heatmap(data=X_factor_micro_vip,ax=ax,cmap=cmap,\n",
    "            center=None, robust=False,                  \n",
    "            mask=None, xticklabels=True,\n",
    "            yticklabels=True, annot=False,\n",
    "                linecolor='white', linewidths=0.01 )\n",
    "ax.set_yticklabels(X_factor_micro_vip.index.values)\n",
    "plt.title('Figure 5: Characteristic Importance at Annual Horizon')\n",
    "plt.savefig(Path + '\\\\output\\\\figure\\\\fig5.jpg',bbox_inches = 'tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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